Discover Awesome MCP Servers

ROS2 MCP Server

A Python-based server that enables AI assistants to control robots by integrating the Model Context Protocol (MCP) with ROS 2, allowing for natural language commands that translate into robot movement via the /cmd\_vel topic.

Learning Hour MCP

An MCP server that generates comprehensive Learning Hour content for Technical Coaches, enabling teams to practice technical excellence through structured deliberate practice sessions.

Root Signals MCP Server

Root Signals MCP Server

Remote MCP Server

A deployable Model Context Protocol server on Cloudflare Workers that enables AI tools integration without authentication requirements.

Supabase MCP Server

Implementa el Protocolo de Contexto del Modelo para proporcionar a los LLMs herramientas para interactuar con bases de datos Supabase, soportando operaciones como leer, crear, actualizar y eliminar registros con capacidades de filtrado y paginación.

MCP Data Analytics Server

A FastMCP-based server that provides data analysis tools for processing, analyzing, and visualizing data with an intuitive Streamlit web interface.

MCP Standards

A self-learning AI standards system that automatically detects patterns from user corrections and updates AI configuration files. Learns from repeated corrections (like 'use uv not pip') and automatically generates CLAUDE.md and other AI assistant configuration files.

DevGear MCP Server

Provides development tools integration for GitHub, Docker, and Vercel operations through MCP. Enables users to manage repositories, containers, and deployments using natural language commands.

FastMCP_RecSys

A CLIP-Based Fashion Recommender system that allows users to upload clothing images and receive tags and recommendations based on visual analysis.

Shortcut MCP Server

A Model Context Protocol server that integrates Shortcut project management functionality with AI assistants like Cursor, Windsurf, Claude Code, and Zed.

pyATS MCP Server

Un servidor MCP para pyATS (experimental)

Graphiti MCP Server

A framework for building and querying temporally-aware knowledge graphs that allows AI assistants to interact with graph capabilities through the Model Context Protocol.

Search History MCP Server

Enables access to and searching of browser history from major browsers (Brave, Chrome, Firefox, Safari, Edge, Arc, Opera, DuckDuckGo) to personalize LLM interactions and retrieve past browsing data through natural language queries.

twitterapi-docs-mcp

MCP (Model Context Protocol) server providing offline access to TwitterAPI.io documentation for Claude and other AI assistants.

Upstage MCP Server

Un servidor de Protocolo de Contexto de Modelo para analizar documentos utilizando la API de digitalización de documentos de Upstage AI.

pdfdancer-mcp

Provides access to pdfdancer documentation through search and content retrieval tools, connecting to a Docusaurus search worker to query indexed docs and retrieve markdown content.

Interactive Feedback MCP

Provides interactive user feedback capabilities for AI assistants, helping reduce excessive tool calls by prompting users for feedback before completing tasks.

Scratchpad MCP

Enables shared scratchpad functionality for Claude Code sub-agents with full-text search, workflow organization, and intelligent Chinese text tokenization. Supports seamless context sharing and collaboration across workflows with project scope isolation.

BrowserCat MCP Server

Enables LLMs to automate web browsing through BrowserCat's cloud browser service, including navigation, screenshots, JavaScript execution, and form interactions without requiring local browser installation.

n8n-MCP

Provides AI assistants with comprehensive access to n8n workflow automation platform, including 543 node documentation, 2,709 workflow templates, validation tools, and optional workflow management capabilities for creating and deploying automation workflows.

OmniMind

OmniMind: Una biblioteca de Python "plug-and-play" para una integración sencilla con servidores MCP, impulsada por Google Gemini.

GCP Billing and Monitoring MCP Server

Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.

Wikipedia MCP Server

An MCP server that retrieves and provides Wikipedia content for requested topics, enabling easy access to Wikipedia information directly through the Model Control Protocol.

JSON Skeleton MCP Server

Creates compact skeleton representations of large JSON files by preserving structure while truncating string values and deduplicating arrays, helping users understand JSON structure without processing the full data payload.

My Server

Un serveur MCP pour gérer les interactions avec l'API GitHub

MCP Geo Location Server

Integrates EdgeOne Pages Functions with large language models to retrieve and utilize user geolocation information through the Model Context Protocol (MCP).

Dify Workflow MCP Tool Server

Permite una integración perfecta entre Claude AI y Dify Workflow a través del Protocolo de Contexto del Modelo, lo que permite a Claude acceder y ejecutar dinámicamente las operaciones de Dify Workflow mediante lenguaje natural.

Remote MCP Server (Authless)

A template for deploying authentication-free MCP servers on Cloudflare Workers that can be accessed remotely by MCP clients like Claude Desktop or the Cloudflare AI Playground.

Nocodb MCP Server

Servidor MCP de NocoDB